Overview

Dataset Statistics

Number of Variables 42
Number of Rows 766884
Missing Cells 2.1492e+07
Missing Cells (%) 66.7%
Duplicate Rows 0
Duplicate Rows (%) 0.0%
Total Size in Memory 290.7 MB
Average Row Size in Memory 397.4 B
Variable Types
  • Numerical: 37
  • Categorical: 5

Dataset Insights

EtCO2 and HCO3 have similar distributions Similar Distribution
EtCO2 and PaCO2 have similar distributions Similar Distribution
EtCO2 and AST have similar distributions Similar Distribution
EtCO2 and Alkalinephos have similar distributions Similar Distribution
EtCO2 and Bilirubin_direct have similar distributions Similar Distribution
EtCO2 and Lactate have similar distributions Similar Distribution
EtCO2 and Bilirubin_total have similar distributions Similar Distribution
EtCO2 and TroponinI have similar distributions Similar Distribution
EtCO2 and PTT have similar distributions Similar Distribution
EtCO2 and Platelets have similar distributions Similar Distribution
HCO3 and Lactate have similar distributions Similar Distribution
HCO3 and Bilirubin_total have similar distributions Similar Distribution
HCO3 and TroponinI have similar distributions Similar Distribution
HCO3 and PTT have similar distributions Similar Distribution
PaCO2 and Lactate have similar distributions Similar Distribution
PaCO2 and PTT have similar distributions Similar Distribution
SaO2 and AST have similar distributions Similar Distribution
SaO2 and Alkalinephos have similar distributions Similar Distribution
SaO2 and Chloride have similar distributions Similar Distribution
SaO2 and Bilirubin_direct have similar distributions Similar Distribution
SaO2 and Lactate have similar distributions Similar Distribution
SaO2 and Bilirubin_total have similar distributions Similar Distribution
SaO2 and TroponinI have similar distributions Similar Distribution
SaO2 and PTT have similar distributions Similar Distribution
SaO2 and Fibrinogen have similar distributions Similar Distribution
SaO2 and Platelets have similar distributions Similar Distribution
AST and Alkalinephos have similar distributions Similar Distribution
AST and Bilirubin_direct have similar distributions Similar Distribution
AST and Lactate have similar distributions Similar Distribution
AST and Bilirubin_total have similar distributions Similar Distribution
AST and TroponinI have similar distributions Similar Distribution
AST and PTT have similar distributions Similar Distribution
AST and Fibrinogen have similar distributions Similar Distribution
BUN and Phosphate have similar distributions Similar Distribution
BUN and WBC have similar distributions Similar Distribution
Alkalinephos and Bilirubin_direct have similar distributions Similar Distribution
Alkalinephos and Lactate have similar distributions Similar Distribution
Alkalinephos and Bilirubin_total have similar distributions Similar Distribution
Alkalinephos and TroponinI have similar distributions Similar Distribution
Alkalinephos and PTT have similar distributions Similar Distribution
Alkalinephos and Fibrinogen have similar distributions Similar Distribution
Calcium and Phosphate have similar distributions Similar Distribution
Calcium and Hgb have similar distributions Similar Distribution
Calcium and WBC have similar distributions Similar Distribution
Chloride and Lactate have similar distributions Similar Distribution
Chloride and Bilirubin_total have similar distributions Similar Distribution
Chloride and TroponinI have similar distributions Similar Distribution
Chloride and PTT have similar distributions Similar Distribution
Bilirubin_direct and Lactate have similar distributions Similar Distribution
Bilirubin_direct and Bilirubin_total have similar distributions Similar Distribution
Bilirubin_direct and TroponinI have similar distributions Similar Distribution
Bilirubin_direct and PTT have similar distributions Similar Distribution
Bilirubin_direct and Fibrinogen have similar distributions Similar Distribution
Lactate and Phosphate have similar distributions Similar Distribution
Lactate and Bilirubin_total have similar distributions Similar Distribution
Lactate and TroponinI have similar distributions Similar Distribution
Lactate and PTT have similar distributions Similar Distribution
Lactate and Fibrinogen have similar distributions Similar Distribution
Lactate and Platelets have similar distributions Similar Distribution
Phosphate and Bilirubin_total have similar distributions Similar Distribution
Phosphate and TroponinI have similar distributions Similar Distribution
Phosphate and WBC have similar distributions Similar Distribution
Bilirubin_total and TroponinI have similar distributions Similar Distribution
Bilirubin_total and PTT have similar distributions Similar Distribution
Bilirubin_total and Fibrinogen have similar distributions Similar Distribution
TroponinI and PTT have similar distributions Similar Distribution
TroponinI and Fibrinogen have similar distributions Similar Distribution
Hgb and WBC have similar distributions Similar Distribution
PTT and Fibrinogen have similar distributions Similar Distribution
PTT and Platelets have similar distributions Similar Distribution
HR has 75971 (9.91%) missing values Missing
O2Sat has 100202 (13.07%) missing values Missing
Temp has 506736 (66.08%) missing values Missing
SBP has 112832 (14.71%) missing values Missing
MAP has 95806 (12.49%) missing values Missing
DBP has 239187 (31.19%) missing values Missing
Resp has 118341 (15.43%) missing values Missing
EtCO2 has 739443 (96.42%) missing values Missing
BaseExcess has 724808 (94.51%) missing values Missing
HCO3 has 735075 (95.85%) missing values Missing
FiO2 has 703087 (91.68%) missing values Missing
pH has 713130 (92.99%) missing values Missing
PaCO2 has 723879 (94.39%) missing values Missing
SaO2 has 740042 (96.5%) missing values Missing
AST has 754642 (98.4%) missing values Missing
BUN has 714347 (93.15%) missing values Missing
Alkalinephos has 754771 (98.42%) missing values Missing
Calcium has 721967 (94.14%) missing values Missing
Chloride has 732303 (95.49%) missing values Missing
Creatinine has 720281 (93.92%) missing values Missing
Bilirubin_direct has 765432 (99.81%) missing values Missing
Glucose has 635171 (82.82%) missing values Missing
Lactate has 746340 (97.32%) missing values Missing
Magnesium has 718657 (93.71%) missing values Missing
Phosphate has 736425 (96.03%) missing values Missing
Potassium has 695257 (90.66%) missing values Missing
Bilirubin_total has 755602 (98.53%) missing values Missing
TroponinI has 759458 (99.03%) missing values Missing
Hct has 698756 (91.12%) missing values Missing
Hgb has 710153 (92.6%) missing values Missing
PTT has 744588 (97.09%) missing values Missing
WBC has 717825 (93.6%) missing values Missing
Fibrinogen has 761960 (99.36%) missing values Missing
Platelets has 721434 (94.07%) missing values Missing
Unit1 has 299162 (39.01%) missing values Missing
Unit2 has 299162 (39.01%) missing values Missing
O2Sat is skewed Skewed
Temp is skewed Skewed
MAP is skewed Skewed
DBP is skewed Skewed
Resp is skewed Skewed
BaseExcess is skewed Skewed
HCO3 is skewed Skewed
FiO2 is skewed Skewed
pH is skewed Skewed
SaO2 is skewed Skewed
AST is skewed Skewed
BUN is skewed Skewed
Alkalinephos is skewed Skewed
Calcium is skewed Skewed
Chloride is skewed Skewed
Creatinine is skewed Skewed
Bilirubin_direct is skewed Skewed
Glucose is skewed Skewed
Lactate is skewed Skewed
Magnesium is skewed Skewed
Phosphate is skewed Skewed
Potassium is skewed Skewed
Bilirubin_total is skewed Skewed
TroponinI is skewed Skewed
PTT is skewed Skewed
WBC is skewed Skewed
Fibrinogen is skewed Skewed
Platelets is skewed Skewed
HospAdmTime is skewed Skewed
ICULOS is skewed Skewed
id has a high cardinality: 20000 distinct values High Cardinality
Gender has constant length 1 Constant Length
Unit1 has constant length 3 Constant Length
Unit2 has constant length 3 Constant Length
SepsisLabel has constant length 1 Constant Length
BaseExcess has 19712 (2.57%) negatives Negatives
HospAdmTime has 735167 (95.86%) negatives Negatives
  • 1
  • 2
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  • 4
  • 5
  • 6
  • 7
  • 8
  • 9
  • 10
  • 11
  • 12
  • 13
  • 14
  • 15

Variables


HR

numerical

Approximate Distinct Count 327
Approximate Unique (%) 0.0%
Missing 75971
Missing (%) 9.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 11054608
Mean 84.6641
Minimum 20
Maximum 280
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • HR is skewed right (γ1 = 0.4457)

Quantile Statistics

Minimum 20
5-th Percentile 59
Q1 72
Median 84
Q3 96
95-th Percentile 116
Maximum 280
Range 260
IQR 24

Descriptive Statistics

Mean 84.6641
Standard Deviation 17.3963
Variance 302.6306
Sum 5.8496e+07
Skewness 0.4457
Kurtosis 0.4808
Coefficient of Variation 0.2055
  • HR is not normally distributed (p-value 9.737629532873219e-06)
  • HR has 5771 outliers

O2Sat

numerical

Approximate Distinct Count 137
Approximate Unique (%) 0.0%
Missing 100202
Missing (%) 13.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 10666912
Mean 97.1917
Minimum 20
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • O2Sat is skewed left (γ1 = -4.1997)

Quantile Statistics

Minimum 20
5-th Percentile 93
Q1 96
Median 98
Q3 99.5
95-th Percentile 100
Maximum 100
Range 80
IQR 3.5

Descriptive Statistics

Mean 97.1917
Standard Deviation 2.9524
Variance 8.7165
Sum 6.4796e+07
Skewness -4.1997
Kurtosis 59.8123
Coefficient of Variation 0.03038
  • O2Sat is not normally distributed (p-value 7.420142761822734e-17)
  • O2Sat has 12421 outliers

Temp

numerical

Approximate Distinct Count 540
Approximate Unique (%) 0.2%
Missing 506736
Missing (%) 66.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 4162368
Mean 36.9771
Minimum 20.9
Maximum 50
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Temp is skewed left (γ1 = -0.4204)

Quantile Statistics

Minimum 20.9
5-th Percentile 35.8
Q1 36.5
Median 37
Q3 37.5
95-th Percentile 38.2
Maximum 50
Range 29.1
IQR 1

Descriptive Statistics

Mean 36.9771
Standard Deviation 0.7773
Variance 0.6042
Sum 9.6195e+06
Skewness -0.4204
Kurtosis 5.4332
Coefficient of Variation 0.02102
  • Temp is not normally distributed (p-value 1.6631489038109748e-13)
  • Temp has 3444 outliers

SBP

numerical

Approximate Distinct Count 827
Approximate Unique (%) 0.1%
Missing 112832
Missing (%) 14.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 10464832
Mean 123.5156
Minimum 20
Maximum 299
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • SBP is skewed right (γ1 = 0.5611)

Quantile Statistics

Minimum 20
5-th Percentile 91
Q1 107
Median 121
Q3 139
95-th Percentile 166
Maximum 299
Range 279
IQR 32

Descriptive Statistics

Mean 123.5156
Standard Deviation 23.1643
Variance 536.5855
Sum 8.0786e+07
Skewness 0.5611
Kurtosis 0.4301
Coefficient of Variation 0.1875
  • SBP is not normally distributed (p-value 0.0003796281526160157)
  • SBP has 5913 outliers

MAP

numerical

Approximate Distinct Count 862
Approximate Unique (%) 0.1%
Missing 95806
Missing (%) 12.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 10737248
Mean 82.2993
Minimum 20
Maximum 300
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • MAP is skewed right (γ1 = 1.0484)

Quantile Statistics

Minimum 20
5-th Percentile 60
Q1 71
Median 80
Q3 92
95-th Percentile 111
Maximum 300
Range 280
IQR 21

Descriptive Statistics

Mean 82.2993
Standard Deviation 16.2881
Variance 265.3035
Sum 5.5229e+07
Skewness 1.0484
Kurtosis 4.9422
Coefficient of Variation 0.1979
  • MAP is not normally distributed (p-value 7.87458385051702e-08)
  • MAP has 10657 outliers

DBP

numerical

Approximate Distinct Count 549
Approximate Unique (%) 0.1%
Missing 239187
Missing (%) 31.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 8443152
Mean 63.7878
Minimum 20
Maximum 300
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • DBP is skewed right (γ1 = 1.031)

Quantile Statistics

Minimum 20
5-th Percentile 45
Q1 54
Median 62
Q3 72
95-th Percentile 89
Maximum 300
Range 280
IQR 18

Descriptive Statistics

Mean 63.7878
Standard Deviation 13.9017
Variance 193.2569
Sum 3.3661e+07
Skewness 1.031
Kurtosis 5.0872
Coefficient of Variation 0.2179
  • DBP is not normally distributed (p-value 1.5400315761411215e-09)
  • DBP has 8027 outliers

Resp

numerical

Approximate Distinct Count 213
Approximate Unique (%) 0.0%
Missing 118341
Missing (%) 15.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 10376688
Mean 18.7518
Minimum 1
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Resp is skewed right (γ1 = 1.033)

Quantile Statistics

Minimum 1
5-th Percentile 12
Q1 15.5
Median 18
Q3 22
95-th Percentile 28
Maximum 100
Range 99
IQR 6.5

Descriptive Statistics

Mean 18.7518
Standard Deviation 5.1111
Variance 26.1237
Sum 1.2161e+07
Skewness 1.033
Kurtosis 5.1543
Coefficient of Variation 0.2726
  • Resp is not normally distributed (p-value 1.6241226263258146e-09)
  • Resp has 13642 outliers

EtCO2

numerical

Approximate Distinct Count 126
Approximate Unique (%) 0.5%
Missing 739443
Missing (%) 96.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 439056
Mean 33.0344
Minimum 10
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • EtCO2 is skewed right (γ1 = 0.3899)

Quantile Statistics

Minimum 10
5-th Percentile 19.5
Q1 28
Median 33
Q3 38
95-th Percentile 45.175
Maximum 100
Range 90
IQR 10

Descriptive Statistics

Mean 33.0344
Standard Deviation 7.989
Variance 63.8236
Sum 906498
Skewness 0.3899
Kurtosis 4.4863
Coefficient of Variation 0.2418
  • EtCO2 is not normally distributed (p-value 2.1922873232874476e-05)
  • EtCO2 has 435 outliers

BaseExcess

numerical

Approximate Distinct Count 330
Approximate Unique (%) 0.8%
Missing 724808
Missing (%) 94.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 673216
Mean -0.7484
Minimum -32
Maximum 49.5
Zeros 9739
Zeros (%) 1.3%
Negatives 19712
Negatives (%) 2.6%
  • BaseExcess is skewed left (γ1 = -0.1989)

Quantile Statistics

Minimum -32
5-th Percentile -7
Q1 -3
Median 0
Q3 1
95-th Percentile 6
Maximum 49.5
Range 81.5
IQR 4

Descriptive Statistics

Mean -0.7484
Standard Deviation 4.3109
Variance 18.5837
Sum -31489.05
Skewness -0.1989
Kurtosis 4.5701
Coefficient of Variation -5.7602
  • BaseExcess is not normally distributed (p-value 8.930307258746773e-18)
  • BaseExcess has 2394 outliers

HCO3

numerical

Approximate Distinct Count 250
Approximate Unique (%) 0.8%
Missing 735075
Missing (%) 95.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 508944
Mean 24.0808
Minimum 0
Maximum 55
Zeros 1
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • HCO3 is skewed right (γ1 = 0.1803)

Quantile Statistics

Minimum 0
5-th Percentile 17
Q1 22
Median 24
Q3 27
95-th Percentile 31
Maximum 55
Range 55
IQR 5

Descriptive Statistics

Mean 24.0808
Standard Deviation 4.3854
Variance 19.232
Sum 765985.45
Skewness 0.1803
Kurtosis 2.3399
Coefficient of Variation 0.1821
  • HCO3 is not normally distributed (p-value 4.8953607051649175e-11)
  • HCO3 has 1116 outliers

FiO2

numerical

Approximate Distinct Count 95
Approximate Unique (%) 0.1%
Missing 703087
Missing (%) 91.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 1020752
Mean 0.5879
Minimum -50
Maximum 4000
Zeros 42
Zeros (%) 0.0%
Negatives 1
Negatives (%) 0.0%
  • FiO2 is skewed right (γ1 = 252.4567)

Quantile Statistics

Minimum -50
5-th Percentile 0.35
Q1 0.4
Median 0.5
Q3 0.6
95-th Percentile 1
Maximum 4000
Range 4050
IQR 0.2

Descriptive Statistics

Mean 0.5879
Standard Deviation 15.8369
Variance 250.8074
Sum 37509.43
Skewness 252.4567
Kurtosis 63752.4382
Coefficient of Variation 26.9358
  • FiO2 is not normally distributed (p-value 4.226514127063297e-25)
  • FiO2 has 6720 outliers

pH

numerical

Approximate Distinct Count 96
Approximate Unique (%) 0.2%
Missing 713130
Missing (%) 93.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 860064
Mean 7.3773
Minimum 6.62
Maximum 7.78
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • pH is skewed left (γ1 = -0.995)

Quantile Statistics

Minimum 6.62
5-th Percentile 7.26
Q1 7.34
Median 7.38
Q3 7.43
95-th Percentile 7.48
Maximum 7.78
Range 1.16
IQR 0.09

Descriptive Statistics

Mean 7.3773
Standard Deviation 0.07513
Variance 0.005644
Sum 396560.85
Skewness -0.995
Kurtosis 3.9172
Coefficient of Variation 0.01018
  • pH is not normally distributed (p-value 1.3479573011368641e-08)
  • pH has 1404 outliers

PaCO2

numerical

Approximate Distinct Count 468
Approximate Unique (%) 1.1%
Missing 723879
Missing (%) 94.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 688080
Mean 41.1606
Minimum 10
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • PaCO2 is skewed right (γ1 = 1.6114)

Quantile Statistics

Minimum 10
5-th Percentile 29
Q1 36
Median 40
Q3 45
95-th Percentile 57
Maximum 100
Range 90
IQR 9

Descriptive Statistics

Mean 41.1606
Standard Deviation 9.3904
Variance 88.1793
Sum 1.7701e+06
Skewness 1.6114
Kurtosis 5.6579
Coefficient of Variation 0.2281
  • PaCO2 is not normally distributed (p-value 3.878575089477882e-06)
  • PaCO2 has 2215 outliers

SaO2

numerical

Approximate Distinct Count 367
Approximate Unique (%) 1.4%
Missing 740042
Missing (%) 96.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 429472
Mean 92.5172
Minimum 23
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • SaO2 is skewed left (γ1 = -2.3526)

Quantile Statistics

Minimum 23
5-th Percentile 65
Q1 94
Median 97
Q3 98
95-th Percentile 99
Maximum 100
Range 77
IQR 4

Descriptive Statistics

Mean 92.5172
Standard Deviation 11.0213
Variance 121.4688
Sum 2.4833e+06
Skewness -2.3526
Kurtosis 4.8114
Coefficient of Variation 0.1191
  • SaO2 is not normally distributed (p-value 2.362688689182822e-20)
  • SaO2 has 4212 outliers

AST

numerical

Approximate Distinct Count 1356
Approximate Unique (%) 11.1%
Missing 754642
Missing (%) 98.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 195872
Mean 264.5436
Minimum 5
Maximum 9961
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • AST is skewed right (γ1 = 6.4546)

Quantile Statistics

Minimum 5
5-th Percentile 14
Q1 22
Median 41
Q3 113.38
95-th Percentile 1118.7
Maximum 9961
Range 9956
IQR 91.38

Descriptive Statistics

Mean 264.5436
Standard Deviation 879.4796
Variance 773484.2964
Sum 3.2385e+06
Skewness 6.4546
Kurtosis 48.4933
Coefficient of Variation 3.3245
  • AST is not normally distributed (p-value 6.005385617892984e-25)
  • AST has 1808 outliers

BUN

numerical

Approximate Distinct Count 214
Approximate Unique (%) 0.4%
Missing 714347
Missing (%) 93.2%
Infinite 0
Infinite (%) 0.0%
Memory Size 840592
Mean 23.5593
Minimum 1
Maximum 268
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • BUN is skewed right (γ1 = 2.6091)

Quantile Statistics

Minimum 1
5-th Percentile 6
Q1 12
Median 17
Q3 28
95-th Percentile 65
Maximum 268
Range 267
IQR 16

Descriptive Statistics

Mean 23.5593
Standard Deviation 19.7356
Variance 389.495
Sum 1.2377e+06
Skewness 2.6091
Kurtosis 10.1462
Coefficient of Variation 0.8377
  • BUN is not normally distributed (p-value 1.5930756244469608e-14)
  • BUN has 4149 outliers

Alkalinephos

numerical

Approximate Distinct Count 580
Approximate Unique (%) 4.8%
Missing 754771
Missing (%) 98.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 193808
Mean 101.3834
Minimum 7
Maximum 2528
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Alkalinephos is skewed right (γ1 = 6.8478)

Quantile Statistics

Minimum 7
5-th Percentile 36
Q1 53
Median 73
Q3 107
95-th Percentile 259.32
Maximum 2528
Range 2521
IQR 54

Descriptive Statistics

Mean 101.3834
Standard Deviation 111.6171
Variance 12458.3757
Sum 1.2281e+06
Skewness 6.8478
Kurtosis 77.7186
Coefficient of Variation 1.1009
  • Alkalinephos is not normally distributed (p-value 1.722040098993852e-18)
  • Alkalinephos has 1017 outliers

Calcium

numerical

Approximate Distinct Count 464
Approximate Unique (%) 1.0%
Missing 721967
Missing (%) 94.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 718672
Mean 7.5445
Minimum 1
Maximum 27.9
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Calcium is skewed left (γ1 = -1.5753)

Quantile Statistics

Minimum 1
5-th Percentile 1.17
Q1 7.6
Median 8.3
Q3 8.7
95-th Percentile 9.5
Maximum 27.9
Range 26.9
IQR 1.1

Descriptive Statistics

Mean 7.5445
Standard Deviation 2.4446
Variance 5.9762
Sum 338874.72
Skewness -1.5753
Kurtosis 3.4673
Coefficient of Variation 0.324
  • Calcium is not normally distributed (p-value 1.4626115993575538e-14)
  • Calcium has 6384 outliers

Chloride

numerical

Approximate Distinct Count 90
Approximate Unique (%) 0.3%
Missing 732303
Missing (%) 95.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 553296
Mean 105.8876
Minimum 74
Maximum 145
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Chloride is skewed left (γ1 = -0.0449)

Quantile Statistics

Minimum 74
5-th Percentile 96.1
Q1 103
Median 106
Q3 109
95-th Percentile 115
Maximum 145
Range 71
IQR 6

Descriptive Statistics

Mean 105.8876
Standard Deviation 5.807
Variance 33.7211
Sum 3.6617e+06
Skewness -0.04487
Kurtosis 1.9586
Coefficient of Variation 0.05484
  • Chloride is not normally distributed (p-value 7.727200823461094e-09)
  • Chloride has 1328 outliers

Creatinine

numerical

Approximate Distinct Count 1161
Approximate Unique (%) 2.5%
Missing 720281
Missing (%) 93.9%
Infinite 0
Infinite (%) 0.0%
Memory Size 745648
Mean 1.4942
Minimum 0.1
Maximum 41.9
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Creatinine is skewed right (γ1 = 4.4658)

Quantile Statistics

Minimum 0.1
5-th Percentile 0.5
Q1 0.7
Median 0.92
Q3 1.4
95-th Percentile 4.85
Maximum 41.9
Range 41.8
IQR 0.7

Descriptive Statistics

Mean 1.4942
Standard Deviation 1.7722
Variance 3.1408
Sum 69634.49
Skewness 4.4658
Kurtosis 30.5741
Coefficient of Variation 1.1861
  • Creatinine is not normally distributed (p-value 7.06016414897789e-20)
  • Creatinine has 5627 outliers

Bilirubin_direct

numerical

Approximate Distinct Count 182
Approximate Unique (%) 12.5%
Missing 765432
Missing (%) 99.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 23232
Mean 1.5889
Minimum 0.01
Maximum 35
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Bilirubin_direct is skewed right (γ1 = 4.9577)

Quantile Statistics

Minimum 0.01
5-th Percentile 0.1
Q1 0.2
Median 0.4045
Q3 1.6
95-th Percentile 6.1
Maximum 35
Range 34.99
IQR 1.4

Descriptive Statistics

Mean 1.5889
Standard Deviation 3.1989
Variance 10.2328
Sum 2307.04
Skewness 4.9577
Kurtosis 32.2165
Coefficient of Variation 2.0133
  • Bilirubin_direct is not normally distributed (p-value 9.200403343513367e-24)
  • Bilirubin_direct has 167 outliers

Glucose

numerical

Approximate Distinct Count 979
Approximate Unique (%) 0.7%
Missing 635171
Missing (%) 82.8%
Infinite 0
Infinite (%) 0.0%
Memory Size 2107408
Mean 137.073
Minimum 10
Maximum 952
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Glucose is skewed right (γ1 = 2.8205)

Quantile Statistics

Minimum 10
5-th Percentile 83
Q1 107
Median 127
Q3 154
95-th Percentile 232
Maximum 952
Range 942
IQR 47

Descriptive Statistics

Mean 137.073
Standard Deviation 51.2454
Variance 2626.0914
Sum 1.8054e+07
Skewness 2.8205
Kurtosis 17.7928
Coefficient of Variation 0.3739
  • Glucose is not normally distributed (p-value 5.03182208747534e-12)
  • Glucose has 7305 outliers

Lactate

numerical

Approximate Distinct Count 1105
Approximate Unique (%) 5.4%
Missing 746340
Missing (%) 97.3%
Infinite 0
Infinite (%) 0.0%
Memory Size 328704
Mean 2.6867
Minimum 0.2
Maximum 31
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Lactate is skewed right (γ1 = 3.2812)

Quantile Statistics

Minimum 0.2
5-th Percentile 0.8
Q1 1.29
Median 1.89
Q3 3.0832
95-th Percentile 7.8
Maximum 31
Range 30.8
IQR 1.7932

Descriptive Statistics

Mean 2.6867
Standard Deviation 2.5664
Variance 6.5864
Sum 55196.17
Skewness 3.2812
Kurtosis 14.3005
Coefficient of Variation 0.9552
  • Lactate is not normally distributed (p-value 4.542037748020701e-15)
  • Lactate has 1711 outliers

Magnesium

numerical

Approximate Distinct Count 89
Approximate Unique (%) 0.2%
Missing 718657
Missing (%) 93.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 771632
Mean 2.0481
Minimum 0.6
Maximum 9.8
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Magnesium is skewed right (γ1 = 2.5499)

Quantile Statistics

Minimum 0.6
5-th Percentile 1.5
Q1 1.8
Median 2
Q3 2.2
95-th Percentile 2.7
Maximum 9.8
Range 9.2
IQR 0.4

Descriptive Statistics

Mean 2.0481
Standard Deviation 0.3984
Variance 0.1588
Sum 98773.21
Skewness 2.5499
Kurtosis 27.5489
Coefficient of Variation 0.1945
  • Magnesium is not normally distributed (p-value 3.8789023995590046e-13)
  • Magnesium has 1572 outliers

Phosphate

numerical

Approximate Distinct Count 165
Approximate Unique (%) 0.5%
Missing 736425
Missing (%) 96.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 487344
Mean 3.5403
Minimum 0.3
Maximum 17.6
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Phosphate is skewed right (γ1 = 1.7413)

Quantile Statistics

Minimum 0.3
5-th Percentile 1.8
Q1 2.7
Median 3.3
Q3 4.1
95-th Percentile 6.2
Maximum 17.6
Range 17.3
IQR 1.4

Descriptive Statistics

Mean 3.5403
Standard Deviation 1.4187
Variance 2.0127
Sum 107833.5
Skewness 1.7413
Kurtosis 6.6873
Coefficient of Variation 0.4007
  • Phosphate is not normally distributed (p-value 9.853223855259421e-08)
  • Phosphate has 1540 outliers

Potassium

numerical

Approximate Distinct Count 364
Approximate Unique (%) 0.5%
Missing 695257
Missing (%) 90.7%
Infinite 0
Infinite (%) 0.0%
Memory Size 1146032
Mean 4.1372
Minimum 1.3
Maximum 27.5
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Potassium is skewed right (γ1 = 2.1311)

Quantile Statistics

Minimum 1.3
5-th Percentile 3.3
Q1 3.7
Median 4.1
Q3 4.4986
95-th Percentile 5.2
Maximum 27.5
Range 26.2
IQR 0.7986

Descriptive Statistics

Mean 4.1372
Standard Deviation 0.6485
Variance 0.4205
Sum 296336.19
Skewness 2.1311
Kurtosis 31.7196
Coefficient of Variation 0.1567
  • Potassium is not normally distributed (p-value 2.390348847382589e-16)
  • Potassium has 1786 outliers

Bilirubin_total

numerical

Approximate Distinct Count 311
Approximate Unique (%) 2.8%
Missing 755602
Missing (%) 98.5%
Infinite 0
Infinite (%) 0.0%
Memory Size 180512
Mean 1.9889
Minimum 0.1
Maximum 49.6
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Bilirubin_total is skewed right (γ1 = 5.5014)

Quantile Statistics

Minimum 0.1
5-th Percentile 0.3
Q1 0.5
Median 0.8
Q3 1.6
95-th Percentile 7.5
Maximum 49.6
Range 49.5
IQR 1.1

Descriptive Statistics

Mean 1.9889
Standard Deviation 3.9433
Variance 15.55
Sum 22439
Skewness 5.5014
Kurtosis 38.3671
Coefficient of Variation 1.9827
  • Bilirubin_total is not normally distributed (p-value 7.953055672598732e-23)
  • Bilirubin_total has 1439 outliers

TroponinI

numerical

Approximate Distinct Count 1589
Approximate Unique (%) 21.4%
Missing 759458
Missing (%) 99.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 118816
Mean 8.341
Minimum 0.01
Maximum 440
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • TroponinI is skewed right (γ1 = 6.4763)

Quantile Statistics

Minimum 0.01
5-th Percentile 0.01
Q1 0.04
Median 0.3
Q3 4.1172
95-th Percentile 40
Maximum 440
Range 439.99
IQR 4.0772

Descriptive Statistics

Mean 8.341
Standard Deviation 24.9938
Variance 624.6908
Sum 61940.59
Skewness 6.4763
Kurtosis 61.3244
Coefficient of Variation 2.9965
  • TroponinI is not normally distributed (p-value 6.344315272696233e-25)
  • TroponinI has 1250 outliers

Hct

numerical

Approximate Distinct Count 634
Approximate Unique (%) 0.9%
Missing 698756
Missing (%) 91.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 1090048
Mean 30.8109
Minimum 8.8
Maximum 71.7
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Hct is skewed right (γ1 = 0.4859)

Quantile Statistics

Minimum 8.8
5-th Percentile 22.804
Q1 27
Median 30.3
Q3 34.2
95-th Percentile 40.6
Maximum 71.7
Range 62.9
IQR 7.2

Descriptive Statistics

Mean 30.8109
Standard Deviation 5.497
Variance 30.2167
Sum 2.0991e+06
Skewness 0.4859
Kurtosis 0.6317
Coefficient of Variation 0.1784
  • Hct is not normally distributed (p-value 0.00039156372675728726)
  • Hct has 818 outliers

Hgb

numerical

Approximate Distinct Count 294
Approximate Unique (%) 0.5%
Missing 710153
Missing (%) 92.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 907696
Mean 10.4326
Minimum 2.6
Maximum 25
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Hgb is skewed right (γ1 = 0.4645)

Quantile Statistics

Minimum 2.6
5-th Percentile 7.5
Q1 9.1
Median 10.3
Q3 11.7
95-th Percentile 13.9
Maximum 25
Range 22.4
IQR 2.6

Descriptive Statistics

Mean 10.4326
Standard Deviation 1.967
Variance 3.8691
Sum 591852.61
Skewness 0.4645
Kurtosis 0.6306
Coefficient of Variation 0.1885
  • Hgb is not normally distributed (p-value 0.0005025827553650533)
  • Hgb has 603 outliers

PTT

numerical

Approximate Distinct Count 1205
Approximate Unique (%) 5.4%
Missing 744588
Missing (%) 97.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 356736
Mean 41.3038
Minimum 17.1
Maximum 250
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • PTT is skewed right (γ1 = 3.4508)

Quantile Statistics

Minimum 17.1
5-th Percentile 23.685
Q1 27.868
Median 32.4
Q3 42.7
95-th Percentile 96.96
Maximum 250
Range 232.9
IQR 14.832

Descriptive Statistics

Mean 41.3038
Standard Deviation 26.4887
Variance 701.6494
Sum 920909.7
Skewness 3.4508
Kurtosis 15.7483
Coefficient of Variation 0.6413
  • PTT is not normally distributed (p-value 3.1272653599432504e-14)
  • PTT has 2407 outliers

WBC

numerical

Approximate Distinct Count 681
Approximate Unique (%) 1.4%
Missing 717825
Missing (%) 93.6%
Infinite 0
Infinite (%) 0.0%
Memory Size 784944
Mean 11.4537
Minimum 0.1
Maximum 440
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • WBC is skewed right (γ1 = 11.9937)

Quantile Statistics

Minimum 0.1
5-th Percentile 4.6
Q1 7.7
Median 10.3
Q3 13.8
95-th Percentile 21.4
Maximum 440
Range 439.9
IQR 6.1

Descriptive Statistics

Mean 11.4537
Standard Deviation 7.4876
Variance 56.0636
Sum 561904.89
Skewness 11.9937
Kurtosis 392.2302
Coefficient of Variation 0.6537
  • WBC is not normally distributed (p-value 2.4838590804793404e-19)
  • WBC has 1760 outliers

Fibrinogen

numerical

Approximate Distinct Count 697
Approximate Unique (%) 14.2%
Missing 761960
Missing (%) 99.4%
Infinite 0
Infinite (%) 0.0%
Memory Size 78784
Mean 285.6967
Minimum 35
Maximum 1760
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Fibrinogen is skewed right (γ1 = 1.6365)

Quantile Statistics

Minimum 35
5-th Percentile 111
Q1 181.1
Median 248
Q3 350
95-th Percentile 591.72
Maximum 1760
Range 1725
IQR 168.9

Descriptive Statistics

Mean 285.6967
Standard Deviation 152.9196
Variance 23384.4072
Sum 1.4068e+06
Skewness 1.6365
Kurtosis 4.5177
Coefficient of Variation 0.5353
  • Fibrinogen is not normally distributed (p-value 5.284510367708696e-07)
  • Fibrinogen has 226 outliers

Platelets

numerical

Approximate Distinct Count 845
Approximate Unique (%) 1.9%
Missing 721434
Missing (%) 94.1%
Infinite 0
Infinite (%) 0.0%
Memory Size 727200
Mean 196.722
Minimum 2
Maximum 2322
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Platelets is skewed right (γ1 = 2.0017)

Quantile Statistics

Minimum 2
5-th Percentile 67
Q1 128
Median 182
Q3 244
95-th Percentile 380
Maximum 2322
Range 2320
IQR 116

Descriptive Statistics

Mean 196.722
Standard Deviation 104.0737
Variance 10831.3365
Sum 8.941e+06
Skewness 2.0017
Kurtosis 12.8951
Coefficient of Variation 0.529
  • Platelets is not normally distributed (p-value 3.978980897911676e-11)
  • Platelets has 1496 outliers

Age

numerical

Approximate Distinct Count 4816
Approximate Unique (%) 0.6%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 12270144
Mean 62.0364
Minimum 15
Maximum 100
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • Age is skewed left (γ1 = -0.4515)

Quantile Statistics

Minimum 15
5-th Percentile 31.7
Q1 52
Median 64
Q3 74.09
95-th Percentile 85.64
Maximum 100
Range 85
IQR 22.09

Descriptive Statistics

Mean 62.0364
Standard Deviation 16.4126
Variance 269.3741
Sum 4.7575e+07
Skewness -0.4515
Kurtosis -0.1962
Coefficient of Variation 0.2646
  • Age is not normally distributed (p-value 0.0020924116772739944)
  • Age has 1820 outliers

Gender

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 50614344

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 766884
  • The top 2 categories (1, 0) take over 50.0%
  • Gender has words of constant length

Unit1

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 299162
Missing (%) 39.0%
Memory Size 31805096

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 0.0
2nd row 0.0
3rd row 0.0
4th row 0.0
5th row 0.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 935444
  • The top 2 categories (0.0, 1.0) take over 50.0%
  • Unit1 has words of constant length

Unit2

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 299162
Missing (%) 39.0%
Memory Size 31805096

Length

Mean 3
Standard Deviation 0
Median 3
Minimum 3
Maximum 3

Sample

1st row 1.0
2nd row 1.0
3rd row 1.0
4th row 1.0
5th row 1.0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 935444
  • The top 2 categories (1.0, 0.0) take over 50.0%
  • Unit2 has words of constant length

HospAdmTime

numerical

Approximate Distinct Count 7555
Approximate Unique (%) 1.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 12270144
Mean -55.0495
Minimum -5366.86
Maximum 17.34
Zeros 26842
Zeros (%) 3.5%
Negatives 735167
Negatives (%) 95.9%
  • HospAdmTime is skewed left (γ1 = -15.0612)

Quantile Statistics

Minimum -5366.86
5-th Percentile -241.42
Q1 -44.58
Median -5.84
Q3 -0.04
95-th Percentile -0.01
Maximum 17.34
Range 5384.2
IQR 44.54

Descriptive Statistics

Mean -55.0495
Standard Deviation 168.7479
Variance 28475.8481
Sum -4.2217e+07
Skewness -15.0612
Kurtosis 387.4757
Coefficient of Variation -3.0654
  • HospAdmTime is not normally distributed (p-value 9.453585614950675e-25)
  • HospAdmTime has 108734 outliers

ICULOS

numerical

Approximate Distinct Count 336
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Infinite 0
Infinite (%) 0.0%
Memory Size 12270144
Mean 26.5711
Minimum 1
Maximum 336
Zeros 0
Zeros (%) 0.0%
Negatives 0
Negatives (%) 0.0%
  • ICULOS is skewed right (γ1 = 4.0866)

Quantile Statistics

Minimum 1
5-th Percentile 3
Q1 11
Median 21
Q3 34
95-th Percentile 62
Maximum 336
Range 335
IQR 23

Descriptive Statistics

Mean 26.5711
Standard Deviation 27.9985
Variance 783.9174
Sum 2.0377e+07
Skewness 4.0866
Kurtosis 24.6173
Coefficient of Variation 1.0537
  • ICULOS is not normally distributed (p-value 3.062047339763824e-09)
  • ICULOS has 32710 outliers

SepsisLabel

categorical

Approximate Distinct Count 2
Approximate Unique (%) 0.0%
Missing 0
Missing (%) 0.0%
Memory Size 50614344
  • The largest value (0) is over 55.88 times larger than the second largest value (1)

Length

Mean 1
Standard Deviation 0
Median 1
Minimum 1
Maximum 1

Sample

1st row 0
2nd row 0
3rd row 0
4th row 0
5th row 0

Letter

Count 0
Lowercase Letter 0
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 766884
  • The top 2 categories (0, 1) take over 50.0%
  • The largest value (0) is over 55.88 times larger than the second largest value (1)
  • SepsisLabel has words of constant length

id

categorical

Approximate Distinct Count 20000
Approximate Unique (%) 2.6%
Missing 0
Missing (%) 0.0%
Memory Size 59392835

Length

Mean 12.447
Standard Deviation 0.6097
Median 13
Minimum 9
Maximum 13

Sample

1st row patient_0
2nd row patient_0
3rd row patient_0
4th row patient_0
5th row patient_0

Letter

Count 5368188
Lowercase Letter 5368188
Space Separator 0
Uppercase Letter 0
Dash Punctuation 0
Decimal Number 3410303
  • id contains many words: 20000 words

Interactions

Correlations

Missing Values